Pith Number

pith:5MCHTVTL

pith:2024:5MCHTVTLKHRESRP4R5JRRNYJU3

not attested not anchored not stored refs pending

Two-Timescale Linear Stochastic Approximation: Constant Stepsizes Go a Long Way

Jeongyeol Kwon, Luke Dotson, Qiaomin Xie, Yudong Chen

arxiv:2410.13067 v1 · 2024-10-16 · eess.SY · cs.LG · cs.SY · math.OC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5MCHTVTLKHRESRP4R5JRRNYJU3}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

4 papers in Pith

SGD at the Edge of Stability: Stochastic Stabilization with Large Learning Rates

Finite-Time Decoupled Convergence in Nonlinear Two-Time-Scale Stochastic Approximation

Shuffling the Data, Stretching the Step-size: Sharper Bias in constant step-size SGD

Revisiting the Constant Stepsize Stochastic Approximation with Decision-Dependent Markovian Noise

Receipt and verification

First computed	2026-07-05T10:18:43.519213Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb0479d66b51e24945fc8f5318b709a6c93e42788b1e5692a2b8af410715f641

Aliases

arxiv: 2410.13067 · arxiv_version: 2410.13067v1 · doi: 10.48550/arxiv.2410.13067 · pith_short_12: 5MCHTVTLKHRE · pith_short_16: 5MCHTVTLKHRESRP4 · pith_short_8: 5MCHTVTL

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/5MCHTVTLKHRESRP4R5JRRNYJU3 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: eb0479d66b51e24945fc8f5318b709a6c93e42788b1e5692a2b8af410715f641

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c90530341b013137bccb3779e44f444c2d7f5c0eb973e000214d342862d385e4",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-10-16T21:49:27Z",
    "title_canon_sha256": "2b7258bd863b9a5d915960aeb8e8e5fd9a80119d11ccc8f714cd12e00262993f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13067",
    "kind": "arxiv",
    "version": 1
  }
}